These studies demonstrate that tumors with smoking signatures were associated low expression of CD4+ T-cells and high levels of Treg cells, leading to reduced tumor-infiltrating CD8+ T-cell activity and poor prognosis in NSCLC. The gene discussed is CD4; the disease is neoplasm.